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金融研究  2025, Vol. 544 Issue (10): 133-150    
  本期目录 | 过刊浏览 | 高级检索 |
就业政策如何影响微观企业用工行为?——来自互联网招聘大数据的证据
孙鲲鹏, 李新阳, 肖星
中央财经大学财政税务学院,北京 102206;
清华大学经济管理学院,北京 100084
The Impact of Employment-promotion Policies on LaborHiring Behavior of Micro-level Enterprises: Evidence from Online Recruitment Big Data
SUN Kunpeng, LI Xinyang, XIAO Xing
School of Public Finance and Taxation, Central University of Finance and Economics;
School of Economics and Management, Tsinghua University
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摘要 本文利用6204万条包括非上市中小企业在内的互联网招聘大数据,探讨了地方政府就业政策如何影响微观企业的招聘行为。以各地市层面出台的就业促进政策作为准自然实验,采用双重差分模型实证发现:(1)以地方政府为实施主体的就业促进政策总体增加了当地企业在互联网平台上的招聘数量,平均而言城市内企业招聘数增加约4.2%;(2)政策通过给予企业补贴优惠、提供劳动者技能培训、提升企业与劳动者之间的匹配效率三个方面,来提高企业的招聘水平;(3)直接提供财政补贴,相比税费减免和信贷支持具有更强的效果,尤其是当政策无附加门槛、即期兑现时效果更佳;以新增雇佣人数而非存量雇佣规模为考核锚定依据时,政策效果更好;(4)就业政策不仅促进了企业招聘,更促进了企业实际的就业吸纳,且提高了企业整体的工资水平;(5)地方就业政策提高了企业的资本性投资和全要素生产率,并没有导致劳动对资本的显著替代,总体呈现出效率改进特征,且城市整体层面的失业率趋于下降、工资水平有所上升;(6)对于非高科技行业企业、国企,以及经济发展水平低和禀赋较弱的城市,政策效果更显著。
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孙鲲鹏
李新阳
肖星
关键词:  就业政策  互联网招聘  宏观政策的微观影响    
Summary:  Employment constitutes the most critical livelihood issue, directly affecting public welfare, determining the sustained and healthy development of the economy and society, and even impacting national long-term stability. In recent years, Chinese central government has emphasized a people-centered development philosophy, explicitly proposing an employment-first strategy. Guided by this directive, local governments have actively placed ensuring and expanding employment as fundamental tasks for regional economic development. They have implemented comprehensive employment-promotion policies combining various policy instruments, such as fiscal subsidies, tax incentives, and credit support, tailored to local conditions.
From a theoretical perspective, economists have extensively studied how public policies affect employment since the global economic crisis of the 1930s. Keynes's seminal work, “The General Theory of Employment, Interest and Money”, pioneered a modern analytical framework by integrating employment issues into the core of macroeconomic policy analysis, while economists such as Lucas further explored labor market imbalances and frictions. Although existing literature has extensively addressed the relationship between macroeconomic policies and employment, systematic and in-depth research specifically examining employment-oriented policies driven by local governments remains scarce, especially concerning their concrete impacts on micro-level enterprise recruitment.
To empirically investigate the actual effects of local government employment policies from a micro-level perspective, this study utilizes approximately 62.04 million online recruitment data records from January 2017 to December 2020, covering non-listed small-and medium-sized enterprises. Employing a multi-period difference-in-differences (DID) model, the study examines these policies' impacts empirically. The results indicate that employment-promotion policies significantly increased enterprises' online recruitment activities, with an average increase of approximately 4.2% in enterprise recruitment postings at the city level following policy implementation. The mechanisms behind policy effectiveness involve three dimensions: first, direct fiscal subsidies significantly reduce recruitment costs; second, skill training and employment guidance provided to laborers reduce recruitment barriers and enhance worker productivity, thereby raising enterprises' expected returns; third, improvements in employment information services mitigate information asymmetry, enhancing matching efficiency between enterprises and laborers.
Regarding the effectiveness of policy tools, direct fiscal subsidies outperform tax incentives and credit supports, particularly the subsidies characterized by immediate and unconditional payment. Policies evaluated by incremental employment rather than existing employment scales also demonstrate greater effectiveness. Further analysis reveals more significant policy benefits exist for non-high-tech sectors, state-owned enterprises, and financially constrained firms. Cities with weaker locational advantages, lower administrative status, and relatively limited R&D capacities experience more pronounced marginal policy effects. Additionally, the study explores actual employment absorption, finding that employment policies not only increase recruitment postings but also substantially enhance actual employment, particularly for R&D positions, and notably improve overall enterprise wage levels.
The innovations and contributions of this study are threefold: first, it systematically examines the micro-level impacts of specialized local government employment policies on enterprise recruitment behaviors, addressing a critical research gap regarding micro-level decision-making in employment policy; second, it innovatively utilizes large-scale Internet recruitment data to precisely capture changes in enterprises' recruitment decisions, providing highly detailed micro-level evidence; third, from the perspective of labor-capital interactions, this study comprehensively evaluates the impact of employment policies on enterprise productivity, providing extensive insights for comprehensive policy assessment and future research opportunities.
Keywords:  Employment Policies    Online Recruitment    Micro-level Effects of Macroeconomic Policies
JEL分类号:  J23   H25   J63   J24   O25  
基金资助: *感谢国家自然科学基金项目(72503262)和中央财经大学中央高校基本科研业务费专项资金的资助。感谢匿名审稿人的宝贵意见。感谢应涛和北京第二外国语学院海棠会计论坛与会专家的宝贵意见,文责自负。
通讯作者:  李新阳,博士研究生,清华大学经济管理学院,E-mail: davis-li@163.com.   
作者简介:  孙鲲鹏,管理学博士,长聘副教授,中央财经大学财政税务学院,E-mail: sunkunpeng@cufe.edu.cn.
肖 星,管理学博士,长聘教授,清华大学经济管理学院,E-mail: xiaox@sem.tsinghua.edu.cn.
引用本文:    
孙鲲鹏, 李新阳, 肖星. 就业政策如何影响微观企业用工行为?——来自互联网招聘大数据的证据[J]. 金融研究, 2025, 544(10): 133-150.
SUN Kunpeng, LI Xinyang, XIAO Xing. The Impact of Employment-promotion Policies on LaborHiring Behavior of Micro-level Enterprises: Evidence from Online Recruitment Big Data. Journal of Financial Research, 2025, 544(10): 133-150.
链接本文:  
http://www.jryj.org.cn/CN/  或          http://www.jryj.org.cn/CN/Y2025/V544/I10/133
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